Sam Buchanan
8 papers · 2019–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Academic Marathon (5)
π
Cross-Pollinator
(12)
πΊοΈ
Taxonomy Completionist
(11)
β
The Questioner
(2)
Conferences
ICLR (3)
NIPS (2)
ICCV (1)
ICML (1)
JMLR (1)
Top co-authors
Keywords
sparse rate reduction
(2)
token compression
(2)
representation learning
(2)
transformer architecture
(2)
vision transformer
(1)
nonconvex optimization
(1)
binary classification
(1)
manifold learning
(1)
image reconstruction
(1)
scene reconstruction
(1)
gradient descent
(1)
convergence guarantee
(1)
deep neural network
(1)
generalization guarantee
(1)
radiance field
(1)
neural field
(1)
saddle point
(1)
deep network
(1)
white-box model
(1)
feature compression
(1)
Papers
White-Box Transformers via Sparse Rate Reduction: Compression Is All There Is?
JMLR 2024
Masked Completion via Structured Diffusion with White-Box Transformers
ICLR 2024
What's in a Prior? Learned Proximal Networks for Inverse Problems
ICLR 2024
White-Box Transformers via Sparse Rate Reduction
NIPS 2023
Canonical Factors for Hybrid Neural Fields
ICCV 2023
Deep Networks and the Multiple Manifold Problem
ICLR 2021
Deep Networks Provably Classify Data on Curves
NIPS 2021
Efficient Dictionary Learning with Gradient Descent
ICML 2019